A three-way decision method with changing decision attributes

Decision making is characterized by great uncertainty due to the increased complexity of the decision-making environment and the increased rate of change. To address the uncertainty of this decision-making system and the dynamic updating environment, we adopt grey numbers to represent uncertain information, construct a three-way decision-making model by using the relevant methods of grey theory, discuss the methods of three-way decision-making in the dynamic environment, and propose a novel dynamic grey three-way decision method. Firstly, based on the delay cost and the grey bull's-eye distance, we construct the adaptive conditional probability over time and the relative loss function of different decision-making actions, and put forward the calculations of threshold and decision rules. What's more, we analyze the changing of conditional probabilities and thresholds, and design the innovative grey three-way decision methods based on the two specific situations of the change of in decision attributes. Finally, a case validates the applicability of our proposed model.

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Publication Details

Journal
Intelligent Data Analysis
Published
2025-04-01
DOI
https://doi.org/10.1177/1088467x251330981
Primary Topic
Rough Sets and Fuzzy Logic
Type
article
Field-Weighted Citation Impact
0.00

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article

A three-way decision method with changing decision attributes

Yong Liu, Huan‐huan Zhao, Zhaojun Han, Qin Jiang
Intelligent Data Analysis
Rough Sets and Fuzzy Logic
article

A three-way decision method with changing decision attributes

Yong Liu, Huan‐huan Zhao, Zhaojun Han, Qin Jiang
article en

Abstract

Decision making is characterized by great uncertainty due to the increased complexity of the decision-making environment and the increased rate of change. To address the uncertainty of this decision-making system and the dynamic updating environment, we adopt grey numbers to represent uncertain information, construct a three-way decision-making model by using the relevant methods of grey theory, discuss the methods of three-way decision-making in the dynamic environment, and propose a novel dynamic grey three-way decision method. Firstly, based on the delay cost and the grey bull's-eye distance, we construct the adaptive conditional probability over time and the relative loss function of different decision-making actions, and put forward the calculations of threshold and decision rules. What's more, we analyze the changing of conditional probabilities and thresholds, and design the innovative grey three-way decision methods based on the two specific situations of the change of in decision attributes. Finally, a case validates the applicability of our proposed model.

Intelligent Data AnalysisVol. 30(1)
Jiangnan University (CN), Wuxi Institute of Technology (CN)
National Natural Science Foundation of China
Openalex Percentile: Top 93%
Rough Sets and Fuzzy Logic
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A three-way decision method with changing decision attributes — Yong Liu, Huan‐huan Zhao, et al. · Intelligent Data Analysis (2025) | TGRS Research Map | TGRS